Decision memo, workflow trust, AI codebase review
AI-built codebase decision checklist
A review framework for architecture, auth, tenants, payments, generated-code hotspots, tests, deployment, and agent/API exposure.
Read the guideAI-built workflow trust resources
Practical checklists and implementation notes for founders, SaaS CTOs, venture studios, and AI MVP agencies turning fast AI-assisted builds into trustworthy production systems.
The resource cluster focuses on the boundaries that decide whether AI-built products are safe to hand off, launch, fund, show to customers, or expose to agents/APIs: critical workflow ownership, identity and access, tenant/data boundaries, payments, dependencies, tests, deployments, observability, and access to real product data.
Each page is designed to help a buyer or technical leader decide what to inspect, what to fix first, and when a focused memo or hardening sprint is worth funding.
Resource cluster
Decision memo, workflow trust, AI codebase review
A review framework for architecture, auth, tenants, payments, generated-code hotspots, tests, deployment, and agent/API exposure.
Read the guideAgent/API launch, scoped tools, workflow boundaries
A launch checklist for scoped tools, OAuth or restricted access, read/write separation, audit logs, rate limits, and prompt-injection-aware boundaries.
Read the guideAI-generated workflow risk, supply-chain and boundary drift
A practical risk taxonomy for trust-boundary drift, auth gaps, payment-state errors, dependency exposure, test illusions, and agent blast radius.
Read the guideAgent/API workflow design, OAuth, approval gates
Architecture patterns for delegated identity, scoped tools, read/write separation, approval gates, audit logs, and controlled production access.
Read the guideAI MVP workflow hardening, handoff readiness
A hardening sequence for AI-assisted MVPs that need ownership, security, testing, payments, deployment, observability, and agent access discipline.
Read the guideApply the checklists
Bring the repo, product workflow, AI tools used, customer or investor deadline, and agent/API exposure plans. Hulbon will map the risk and recommend the smallest useful sprint.